{"id":"W2059606238","doi":"10.2310/7070.2002.21091","title":"Tracheotomy: Changing Indications and a Review of 1130 Cases","year":2002,"lang":"en","type":"review","venue":"The Journal of Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tracheotomy; Medicine; Airway obstruction; Mechanical ventilation; Complication; Surgery; Airway; Laryngotracheal stenosis; Tracheal Stenosis; Intubation; Mortality rate; General surgery; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008569917,0.0002043789,0.001953929,0.0003658364,0.00005608755,0.000002503664,0.000200933,0.0001610172,0.0002427806],"category_scores_gemma":[0.0003454472,0.0001094451,0.0003998388,0.0003825068,0.0001945797,0.00004159355,0.00004235059,0.0007007912,0.00001127527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000313599,"about_ca_system_score_gemma":0.0002152732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005866347,"about_ca_topic_score_gemma":0.000001209052,"domain_scores_codex":[0.9982717,0.0003190405,0.000951661,0.00009359603,0.0001715922,0.0001924293],"domain_scores_gemma":[0.9977431,0.0004764789,0.001330829,0.0002352635,0.0001128013,0.0001015761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001623829,0.0001560505,0.00005386715,0.1265528,0.0004159153,0.0001413428,0.0002327619,2.572198e-8,0.000001149744,0.0001015566,0.0009712098,0.8713571],"study_design_scores_gemma":[0.0003309146,0.0005273864,0.0002128989,0.1132971,0.005852303,0.03118069,0.00004817011,9.547498e-7,7.833967e-7,0.0000233168,0.8484199,0.0001055627],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003264187,0.9974167,0.00001974913,0.00119835,0.00006733958,0.0005743442,0.000009463551,0.000005585744,0.0003820111],"genre_scores_gemma":[0.0002907919,0.9988264,0.00009983281,0.0004513452,0.0001373221,0.00001061128,0.000007996807,0.00002310079,0.0001526253],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8712515,"threshold_uncertainty_score":0.446304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05530181171961178,"score_gpt":0.343379447958518,"score_spread":0.2880776362389062,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}